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Dynamic Heterogeneity-Aware Coded Cooperative Computation at the Edge. (arXiv:1801.04357v2 [cs.DC] UPDATED)
来源于:arXiv
Cooperative computation is a promising approach for localized data processing
at the edge, e.g., for Internet of Things (IoT). Cooperative computation
advocates that computationally intensive tasks in a device could be divided
into sub-tasks, and offloaded to other devices or servers in close proximity.
However, exploiting the potential of cooperative computation is challenging
mainly due to the heterogeneous and time-varying nature of edge devices. Coded
computation, which advocates mixing data in sub-tasks by employing erasure
codes and offloading these sub-tasks to other devices for computation, is
recently gaining interest, thanks to its higher reliability, smaller delay, and
lower communication costs. In this paper, we develop a coded cooperative
computation framework, which we name Coded Cooperative Computation Protocol
(C3P), by taking into account the heterogeneous resources of edge devices. C3P
dynamically offloads coded sub-tasks to helpers and is adaptive to time-varying
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